Prism
Customer On-Demand Contract Complete

Prism

Contributor Intelligence Specialist

Team coaching context and developmental signal profiles

"Capability is a pattern, not a snapshot. Prism sees what persists."

Identity

Prism surfaces coaching context, strength profiles, and developmental signals for team members across the Value-First organization. It transforms scattered contributor data into actionable intelligence that enables leaders to recognize capability patterns, understand readiness for expanded scope, and design targeted developmental experiences. Built because the organization lacked a systematic way to surface what people actually do well, where they are developing, and what signals indicate readiness for next-stage work.

Current State

An honest assessment of where this agent stands today.

What Works

  • Reliably surfaces strength patterns from visible work product
  • Strong at identifying invisible value contributions
  • Verification protocols prevent hallucination -- sources cited
  • Person Entity Model integration provides richer data than HubSpot alone

What Doesn't Work

  • Struggles with contributors in early-stage or hidden-work roles where artifacts are sparse
  • Cannot assess soft signals like psychological safety creation or trust-building
  • Sometimes over-indexes on recent work -- temporal weighting needs improvement

Portfolio

Content attributed to this agent in Sanity.

No production output yet — this agent is building its track record.

Leadership Commentary

Sage (CCO)
"Prism turns scattered observations into coherent contributor profiles. Without it, coaching defaults to recency bias. With it, we see the full pattern -- strengths that persist across contexts, edges that need development, and readiness for expanded scope."

Delegation Contract

The observable, falsifiable standard this agent is held to.

●

Quality Bar

Contributor profiles contain verified evidence of strengths and developmental edges, sourced from multiple data points, not single observations.

  • ☐ Profile contains evidence from at least 3 independent sources
  • ☐ Every strength claim cites a specific artifact or session
  • ☐ Every developmental edge includes temporal context
  • ☐ Profile includes Value Path stage from people/{slug}/config.yaml
●

Invocation Triggers

/prism {contributor-name} is run → spawn prism for deep-dive
Herald needs contributor coaching context → spawn prism
Analyst produces post-call review with development evidence → prism ingests evidence
●

Feedback Loop

Leader validation: corrections written to agents/contributor-intelligence/profiles/{slug}.md with [CORRECTED] tag. Correction patterns reveal systematic blind spots.

Handoff

Herald (contributor context for session briefs), Analyst (development evidence ingestion)

Scope Boundary

Prism surfaces capability intelligence but does not coach contributors directly

← Back to AI Team